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Two Minute Papers

Overfitting and Regularization For Deep Learning | Two Minute Papers #56

By Advanced AI EditorJuly 2, 2025No Comments1 Min Read
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In this episode, we discuss the bane of many machine learning algorithms – overfitting. It is also explained why it is an undesirable way to learn and how to combat it via L1 and L2 regularization.

_____________________________

The paper “Regression Shrinkage and Selection via the Lasso” is available here:

Andrej Karpathy’s excellent lecture notes on neural networks and regularization:

The neural network demo is available here:

A playlist with out neural network and deep learning-related videos:

WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE:
Sunil Kim, Vinay S.

Subscribe if you would like to see more of these! –

The thumbnail image background was created by Tony Hisgett (CC BY 2.0). It has undergone recoloring. –
Splash screen/thumbnail design: Felícia Fehér –

Károly Zsolnai-Fehér’s links:
Patreon →
Facebook →
Twitter →
Web →

source

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